{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "15cdc174",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 800x600 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.lines as mlines\n",
    "import matplotlib.patches as mpatches\n",
    "import geopandas as gpd\n",
    "import helper_400\n",
    "\n",
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "helper_400.set_sns_style()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "5dcf2c6d",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "gdf = gpd.read_file(\"outputs/d2-events-2d-230929_SVI_shapefile.geojson\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "3f088709",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "18106"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gdf = gdf[gdf['ST_ABBR'] != 'TX']\n",
    "len(gdf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "8edbe61a-a149-4391-a111-a54f88be7874",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "data = gdf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "ff6f4631",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "data[\"E_WHITE\"] = data[\"E_TOTPOP\"] - data[\n",
    "    [\"E_AFAM\", \"E_HISP\", \"E_ASIAN\", \"E_AIAN\", \"E_NHPI\", \"E_TWOMORE\", \"E_OTHERRACE\"]\n",
    "].sum(axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "82327f34",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "18106"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(data[data[\"_hws\"] != 0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "eb61543a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "E_WHITE     37742376\n",
       "E_AIAN        871248\n",
       "E_TOTPOP    75506421\n",
       "dtype: int64"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "temp = data[[\"E_WHITE\", \"E_AIAN\", \"E_TOTPOP\"]].sum(axis=0)\n",
    "temp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "4bac7b25",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "49.98492150940756"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "37742725/75508221*100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "c01bed2c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.1538452217010913"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "871248/75508221*100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "99954b7b",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# normalize demographic variables by each groups' total population\n",
    "demographic_cols = [\n",
    "    \"E_AFAM\",\n",
    "    \"E_HISP\",\n",
    "    \"E_ASIAN\",\n",
    "    \"E_AIAN\",\n",
    "    \"E_NHPI\",\n",
    "    \"E_TWOMORE\",\n",
    "    \"E_OTHERRACE\",\n",
    "    \"E_WHITE\",\n",
    "    \"E_TOTPOP\",\n",
    "]\n",
    "\n",
    "for dc in demographic_cols:\n",
    "    data[dc + \"_normalized\"] = data[dc] * 100 / data[dc].sum()\n",
    "\n",
    "data = data.rename(\n",
    "    columns={\n",
    "        \"E_WHITE_normalized\": \"White\",\n",
    "        \"E_AFAM_normalized\": \"Black\",\n",
    "        \"E_HISP_normalized\": \"Hispanic\",\n",
    "        \"E_ASIAN_normalized\": \"Asian\",\n",
    "        \"E_AIAN_normalized\": \"American Indian or \\nAlaska Native\",\n",
    "    }\n",
    ")\n",
    "\n",
    "cats = [\"White\", \"Black\", \"Hispanic\", \"Asian\", \"American Indian or \\nAlaska Native\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "2dda0156",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "total_cols = [\n",
    "    \"E_WHITE\",\n",
    "    \"E_AFAM\",\n",
    "    \"E_HISP\",\n",
    "    \"E_ASIAN\",\n",
    "    \"E_AIAN\",\n",
    "]\n",
    "total_cols_labels = [\"White\", \"Black\", \"Hispanic\", \"Asian\", \"American Indian or \\nAlaska Native\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "3537582e",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import plotting\n",
    "\n",
    "hspts = plotting.get_hotspot_list()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "79a9eeae",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "hspts_mini = [\"wfday\", \"heatday\", \"smoke_pm_non_zero\", \"hw\", \"hs\", \"hws\", \"ws\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "7d96d861",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "df = data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "14dcfae5",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "def get_xlabel(hspt, index):\n",
    "    if hspt in [\n",
    "        \"wfday\",\n",
    "        \"wfday_2d\",\n",
    "        \"hw\",\n",
    "        \"hws\",\n",
    "        \"ws\",\n",
    "        \"hws5\",\n",
    "        \"ws5\",\n",
    "        \"hws_2d\",\n",
    "        \"ws_2d\",\n",
    "    ]:\n",
    "        return f\"{index} Exposure Days\"\n",
    "    else:\n",
    "        return f\"{index}\""
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ab7645ac",
   "metadata": {},
   "source": [
    "## Pie plots normalized per demographic population"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "2d2da6ea",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import matplotlib.patches as mpatches"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "6bd7ca64",
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.rcParams[\"font.family\"] = \"Times New Roman\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "fa4aee0e",
   "metadata": {},
   "outputs": [],
   "source": [
    "options = {\n",
    "        \"wfday\": \"Wildfire Burn Zone\",\n",
    "        \"heatday\": \"Extreme Heat\",\n",
    "        \"smoke_pm_non_zero\": \"Wildfire Smoke\",\n",
    "        \"smoke_pm_gt_five\": \"Wildfire Smoke (over 5 μg/m\\u00b3)\",\n",
    "        \"hw\": \"Extreme Heat-Wildfire Burn Zone\",\n",
    "        \"hs\": \"Extreme Heat-Wildfire Smoke\",\n",
    "        \"hws\": \"Extreme Heat-Wildfire Burn Zone-Wildfire Smoke\",\n",
    "        \"_hws\": \"Extreme Heat or Wildfire Burn Zone or Wildfire Smoke\",\n",
    "        \"ws\": \"Wildfire Burn Zone-Wildfire Smoke\",\n",
    "        \"hs5\": \"Extreme Heat-Wildfire Smoke (over 5 μg/m\\u00b3)\",\n",
    "        \"hws5\": \"Extreme Heat-Wildfire Burn Zone-Wildfire Smoke (over 5 μg/m\\u00b3)\",\n",
    "        \"ws5\": \"Wildfire Burn Zone-Wildfire Smoke (over 5 μg/m\\u00b3)\",\n",
    "    }"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "45d356c4",
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.rcParams[\"font.family\"] = \"Times New Roman\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "6c192af7",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_cut_vars2(hspt, col):\n",
    "    \"\"\"Returns the cut variables for a given hotspot\"\"\"\n",
    "\n",
    "    if \"_hws\" in hspt:\n",
    "        return pd.qcut(col, 5, labels=[\"I\", \"II\", \"III\", \"IV\", \"V\"], retbins=True, duplicates=\"drop\")\n",
    "    if hspt in [\n",
    "        \"hw\",\n",
    "        \"hws\",\n",
    "        \"ws\",\n",
    "        \"wfday\",\n",
    "    ]:  # [\"hw\", \"hws\", \"ws\", \"hws5\", \"ws5\", \"hws_2d\", \"ws_2d\"]:\n",
    "        return pd.cut(\n",
    "            col,\n",
    "            bins=pd.IntervalIndex.from_tuples(\n",
    "                [(0, 1), (1, 10), (10, 20), (20, 30), (30, 1000)], closed=\"left\"\n",
    "            ),\n",
    "            retbins=True,\n",
    "        )\n",
    "    # if \"wfday\" in hspt:\n",
    "    #     return pd.cut(\n",
    "    #         col,\n",
    "    #         bins=pd.IntervalIndex.from_tuples(\n",
    "    #             [(0, 1), (1, 10), (10, 50), (50, 100), (100, 1000)], closed=\"left\"\n",
    "    #         ),\n",
    "    #     )\n",
    "    return pd.qcut(\n",
    "        col, 5, retbins=True, labels=[\"I\", \"II\", \"III\", \"IV\", \"V\"], duplicates=\"drop\"\n",
    "    ) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "3539f09b",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_labels(boundaries):\n",
    "    # Define the boundaries\n",
    "    boundaries = np.round(boundaries).astype(int)\n",
    "    # Define custom labels\n",
    "    labels = ['I', 'II', 'III', 'IV', 'V']\n",
    "\n",
    "    # Initialize an empty list to hold the formatted interval strings\n",
    "    formatted_intervals = []\n",
    "\n",
    "    # Loop through the boundaries to create and format intervals\n",
    "    for i in range(1, len(boundaries)):\n",
    "        # For the first interval, use square brackets on both ends\n",
    "        if i == 1:\n",
    "            interval_str = f'{labels[i-1]} [{boundaries[i-1]}, {boundaries[i]}]'\n",
    "        # For subsequent intervals, use a parenthesis on the left and a square bracket on the right\n",
    "        else:\n",
    "            interval_str = f'{labels[i-1]} ({boundaries[i-1]}, {boundaries[i]}]'\n",
    "        \n",
    "        # Append the formatted string to the list\n",
    "        formatted_intervals.append(interval_str)\n",
    "\n",
    "    # Display the results\n",
    "    return formatted_intervals"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "25bd5e73",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/lc/q1l1y0k176b0h_m5yz0s_r5w0000gn/T/ipykernel_13833/2114757727.py:4: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  normalized_df = df.groupby(\"exposure_category\")[cats].sum()\n",
      "/var/folders/lc/q1l1y0k176b0h_m5yz0s_r5w0000gn/T/ipykernel_13833/2114757727.py:4: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  normalized_df = df.groupby(\"exposure_category\")[cats].sum()\n",
      "/var/folders/lc/q1l1y0k176b0h_m5yz0s_r5w0000gn/T/ipykernel_13833/2114757727.py:24: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n",
      "  axs[i].set_yticklabels(labels, rotation=0)\n",
      "/var/folders/lc/q1l1y0k176b0h_m5yz0s_r5w0000gn/T/ipykernel_13833/2114757727.py:4: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  normalized_df = df.groupby(\"exposure_category\")[cats].sum()\n",
      "/var/folders/lc/q1l1y0k176b0h_m5yz0s_r5w0000gn/T/ipykernel_13833/2114757727.py:24: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n",
      "  axs[i].set_yticklabels(labels, rotation=0)\n",
      "/var/folders/lc/q1l1y0k176b0h_m5yz0s_r5w0000gn/T/ipykernel_13833/2114757727.py:4: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  normalized_df = df.groupby(\"exposure_category\")[cats].sum()\n",
      "/var/folders/lc/q1l1y0k176b0h_m5yz0s_r5w0000gn/T/ipykernel_13833/2114757727.py:4: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  normalized_df = df.groupby(\"exposure_category\")[cats].sum()\n",
      "/var/folders/lc/q1l1y0k176b0h_m5yz0s_r5w0000gn/T/ipykernel_13833/2114757727.py:24: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n",
      "  axs[i].set_yticklabels(labels, rotation=0)\n",
      "/var/folders/lc/q1l1y0k176b0h_m5yz0s_r5w0000gn/T/ipykernel_13833/2114757727.py:4: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  normalized_df = df.groupby(\"exposure_category\")[cats].sum()\n",
      "/var/folders/lc/q1l1y0k176b0h_m5yz0s_r5w0000gn/T/ipykernel_13833/2114757727.py:4: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  normalized_df = df.groupby(\"exposure_category\")[cats].sum()\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x160 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x160 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x160 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x160 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x160 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x160 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x160 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for hspt in hspts_mini:\n",
    "    df[\"exposure_category\"], bins = get_cut_vars2(hspt, df[hspt])\n",
    "    \n",
    "    normalized_df = df.groupby(\"exposure_category\")[cats].sum()\n",
    "    normalized_df = normalized_df.transpose()\n",
    "    colors = sns.color_palette(\"flare\", n_colors=normalized_df.shape[0])\n",
    "\n",
    "    fig, axs = plt.subplots(1, 5, figsize=(7.2, 1.6), sharey=True)  # 1 row, 5 columns of subplots\n",
    "    #fig, axs = plt.subplots(1, 6, figsize=(12, 4), sharey=True)  # 1 row, 6 columns of subplots\n",
    "    labels = \"\"\n",
    "\n",
    "    for i, (index, row) in enumerate(normalized_df.iterrows()):\n",
    "        xlabel = f\"{index}\"\n",
    "        labels = [str(label) for label in row.index]\n",
    "        axs[i].barh(labels, row, color=colors)\n",
    "        axs[i].set_title(xlabel, fontsize=10)\n",
    "        # axs[i].set_xlim(0, 100)\n",
    "        # if i > 0:  # Hide y-axis labels for all but the first subplot\n",
    "        #     #axs[i].set_yticklabels([])\n",
    "        #     axs[i].set_ylabel([])\n",
    "        if i == 0:\n",
    "            if \"III\" in labels:\n",
    "                labels = get_labels(bins)\n",
    "                axs[i].set_yticklabels(labels, rotation=0)\n",
    "                axs[i].set_ylabel(\"Quintile\")\n",
    "            else:\n",
    "                axs[i].set_ylabel(\"Days\")\n",
    "        # rotate x-axis labels and use integers\n",
    "        # Ensure y-axis starts at 0 and ends slightly above the highest number for visual clarity\n",
    "        axs[i].set_xlim(0, max(row) + 5)\n",
    "        axs[i].set_xlabel(\"Average Percent (%)\") \n",
    "\n",
    "        # Formatting x-ticks to avoid decimals and rotate for readability\n",
    "        #axs[i].set_xticklabels(axs[i].get_xticks(), rotation=90)\n",
    "        # Adjusting tick parameters to ensure no decimal points\n",
    "        #axs[i].set_xticklabels([f'{int(tick)}' for tick in axs[i].get_xticks()])\n",
    "\n",
    "\n",
    "    # Add a legend outside of the last subplot\n",
    "    #legend_handles = [mpatches.Patch(color=color, label=label) for color, label in zip(colors, labels)]\n",
    "    #fig.legend(handles=legend_handles, loc='upper right', bbox_to_anchor=(1.15, 0.8))\n",
    "\n",
    "    legend_handles = [\n",
    "        mpatches.Patch(color=color, label=label) for color, label in zip(colors, labels)\n",
    "    ]\n",
    "\n",
    "    # axs[5].legend(handles=legend_handles, loc=\"center left\")\n",
    "    # axs[5].axis(\"off\")\n",
    "\n",
    "\n",
    "    #lg_title= options[hspt] +\" \"\n",
    "    #if hspt in [\"heatday\", \"smoke_pm_non_zero\", \"ws\", \"hs\"]:\n",
    "    lg_title = options[hspt]+\" Days at the Census Tract Level by Racial/Ethnic Group\"\n",
    "    # axs[5].set_title(lg_title, fontsize=10)\n",
    "    # axs.title(lg_title, fontsize=10)\n",
    "    plt.suptitle(\"Exposure to \"+lg_title, fontsize=10)\n",
    "    # plt.suptitle(helper_400.get_title(hspt, line_break=False), fontsize=14)\n",
    "    plt.tight_layout(pad=0.2, w_pad=0, h_pad=0)\n",
    "    #plt.savefig(\"figures/pie_chart_normalized\" + \"_\" + hspt + \"_wc_0124.png\", dpi=300, bbox_inches='tight')\n",
    "    plt.savefig(\"figures/pdf/pie_chart_normalized\" + \"_\" + hspt + \"_wc_0124.pdf\", dpi=300, format=\"pdf\",bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "926554e3",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": ".venv",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
